The table below looks at the statistics for Machine Learning skills in IT jobs advertised for the North West region. Included is a guide to the salaries offered in IT jobs that have cited Machine Learning over the 3 months to 28 June 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 Jun 2016
Same period 2015 Same period 2014
Machine Learning
Rank 200 230 -
Rank change year-on-year
+30 -
Permanent jobs citing Machine Learning 35 24 0
As % of all permanent IT jobs located in the North West 0.62% 0.38% -
As % of the Processes & Methodologies category 0.72% 0.43% -
Number of salaries quoted 30 16 0
Median salary £40,000 £55,000 -
Median salary % change year-on-year
-27.27% -
UK excluding London median salary £50,000 £50,000 £42,500
% change year-on-year
- +17.64%
Machine Learning
England

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the North West region.

Processes & Methodologies Category
North West
Permanent IT job ads with a match in the
Processes & Methodologies category
4863 5582 5941
As % of all permanent IT jobs located in the North West 86.79% 88.32% 85.35%
Number of salaries quoted 4116 4536 4742
Median salary £42,500 £40,000 £40,000
Median salary % change year-on-year
+6.25% -
90% offered a salary of more than £28,000 £27,500 £27,000
10% offered a salary of more than £62,500 £57,000 £60,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Machine Learning
Jobs Demand Trend in the North West

The demand trend of job ads across the North West region citing Machine Learning as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Machine Learning Jobs Demand Trend in the North West

Machine Learning
Salary Trend in the North West

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Machine Learning across the North West region.

Machine Learning Salary Trend in the North West

Machine Learning
Salary Histogram in the North West

This chart provides a salary histogram for IT jobs citing Machine Learning across the North West region over the 3 months to 28 June 2016.

Machine Learning Salary Histogram in the North West

Machine Learning
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Machine Learning within the North West region over the 3 months to 28 June 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Manchester +17 34 £40,000 -23.80% 3
Cheshire +35 1 £45,000 -59.09%
Machine Learning
England

Machine Learning
Top 30 Related IT Skills in the North West

For the 6 months to 28 June 2016, IT jobs citing Machine Learning also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the North West region with a requirement for Machine Learning.

1 60 (58.25%) C#
1 60 (58.25%) OO
2 52 (50.49%) .NET
3 48 (46.60%) WCF
4 40 (38.83%) Analytics
5 39 (37.86%) Analytical Skills
5 39 (37.86%) WPF
6 37 (35.92%) Software Engineering
7 34 (33.01%) Agile Software Development
7 34 (33.01%) Algorithms
8 32 (31.07%) ASP.NET
9 31 (30.10%) Web Services
9 31 (30.10%) Degree
10 30 (29.13%) .NET Framework
10 30 (29.13%) Entity Framework
11 27 (26.21%) Python
11 27 (26.21%) PhD
11 27 (26.21%) Computer Science
11 27 (26.21%) NUnit
12 25 (24.27%) TDD
13 24 (23.30%) C++
14 23 (22.33%) Data Analytics
15 22 (21.36%) Mathematics
16 21 (20.39%) Team Foundation Server
16 21 (20.39%) MATLAB
17 20 (19.42%) SQL Server
17 20 (19.42%) Git (software)
17 20 (19.42%) Big Data
17 20 (19.42%) Mentoring
18 19 (18.45%) Microsoft Azure

Machine Learning
Top Related IT Skills in the North West by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 3 (2.91%) Apache Spark
1 3 (2.91%) SAS
2 2 (1.94%) Elasticsearch
Applications
1 10 (9.71%) MS Excel
Business Applications
1 4 (3.88%) SAP Oil and Gas
Cloud Services
1 19 (18.45%) Microsoft Azure
2 2 (1.94%) Amazon AWS
3 1 (0.97%) Azure Machine Learning
Communications & Networking
1 18 (17.48%) Internet
2 1 (0.97%) Intrusion Detection
2 1 (0.97%) Wireless
Database & Business Intelligence
1 20 (19.42%) Big Data
1 20 (19.42%) SQL Server
2 17 (16.50%) Data Mining
3 7 (6.80%) NoSQL
4 5 (4.85%) Hadoop
5 3 (2.91%) Text Mining
6 2 (1.94%) MongoDB
6 2 (1.94%) MySQL
6 2 (1.94%) QlikView
6 2 (1.94%) Relational Database
6 2 (1.94%) Spotfire
6 2 (1.94%) SQL Server Analysis Services
6 2 (1.94%) SQL Server Integration Services
Development Applications
1 27 (26.21%) NUnit
2 21 (20.39%) Team Foundation Server
3 20 (19.42%) Git (software)
4 9 (8.74%) Moq
5 1 (0.97%) Cucumber
5 1 (0.97%) GitLab
5 1 (0.97%) IntelliJ
5 1 (0.97%) Jasmine
5 1 (0.97%) JIRA
5 1 (0.97%) TeamCity
General
1 12 (11.65%) Finance
2 9 (8.74%) Marketing
3 4 (3.88%) Electronics
3 4 (3.88%) Manufacturing
3 4 (3.88%) Telecoms
4 3 (2.91%) Advertising
4 3 (2.91%) Retail
5 1 (0.97%) Banking
5 1 (0.97%) Financial Institution
5 1 (0.97%) Games
5 1 (0.97%) Music Industry
Job Titles
1 43 (41.75%) Developer
2 30 (29.13%) C# Developer
3 25 (24.27%) Senior Developer
4 21 (20.39%) Lead C# Developer
4 21 (20.39%) Lead Developer
4 21 (20.39%) Senior C# Developer
5 18 (17.48%) Software Manager
6 16 (15.53%) Data Scientist
7 11 (10.68%) Software Developer
8 10 (9.71%) .NET Developer
9 9 (8.74%) .NET Software Developer
9 9 (8.74%) ASP.NET Developer
9 9 (8.74%) C# .NET Developer
9 9 (8.74%) C# ASP.NET Developer
9 9 (8.74%) C# Software Developer
9 9 (8.74%) Machine Learning Engineer
9 9 (8.74%) SQL Developer
10 8 (7.77%) Computer Engineer
10 8 (7.77%) Java Engineer
10 8 (7.77%) MATLAB Engineer
Libraries, Frameworks & Software Standards
1 52 (50.49%) .NET
2 48 (46.60%) WCF
3 39 (37.86%) WPF
4 32 (31.07%) ASP.NET
5 31 (30.10%) Web Services
6 30 (29.13%) .NET Framework
6 30 (29.13%) Entity Framework
7 10 (9.71%) CSS
7 10 (9.71%) HTML
8 9 (8.74%) LINQ
9 8 (7.77%) OpenCV
10 7 (6.80%) Unity (Game Engine)
11 6 (5.83%) Direct3D
11 6 (5.83%) OpenGL
11 6 (5.83%) Unreal Engine
12 5 (4.85%) Akka
12 5 (4.85%) DirectX
12 5 (4.85%) JSON
12 5 (4.85%) RESTful
13 4 (3.88%) Play Framework
Miscellaneous
1 39 (37.86%) Analytical Skills
2 34 (33.01%) Algorithms
3 27 (26.21%) Computer Science
4 22 (21.36%) Mathematics
5 18 (17.48%) Statistics
6 15 (14.56%) Augmented Reality
7 12 (11.65%) Physics
8 8 (7.77%) CUDA
9 7 (6.80%) 3D Graphics
10 4 (3.88%) Neural Network
10 4 (3.88%) Visualisation
11 3 (2.91%) Social Media
12 2 (1.94%) Fintech
12 2 (1.94%) Mobile App
12 2 (1.94%) PMI
12 2 (1.94%) Replication
13 1 (0.97%) Clustering
13 1 (0.97%) Data Structures
13 1 (0.97%) Embedded Systems
13 1 (0.97%) Xbox
Operating Systems
1 6 (5.83%) Windows
2 5 (4.85%) Windows 10
3 1 (0.97%) Linux
3 1 (0.97%) Unix
Processes & Methodologies
1 60 (58.25%) OO
2 40 (38.83%) Analytics
3 37 (35.92%) Software Engineering
4 34 (33.01%) Agile Software Development
5 25 (24.27%) TDD
6 23 (22.33%) Data Analytics
7 20 (19.42%) Mentoring
8 19 (18.45%) MVC
8 19 (18.45%) Scrum
9 18 (17.48%) Coaching
9 18 (17.48%) Continuous Integration
9 18 (17.48%) Data Analysis
9 18 (17.48%) SOA
10 11 (10.68%) Unit Testing
11 10 (9.71%) Business Intelligence
11 10 (9.71%) OOD
11 10 (9.71%) Statistical Analysis
12 8 (7.77%) Image Processing
12 8 (7.77%) Service Design
12 8 (7.77%) Stochastic Modelling
Programming Languages
1 60 (58.25%) C#
2 27 (26.21%) Python
3 24 (23.30%) C++
4 21 (20.39%) MATLAB
5 18 (17.48%) SQL
6 17 (16.50%) Java
7 14 (13.59%) R
8 7 (6.80%) Scala
9 6 (5.83%) C
10 4 (3.88%) JavaScript
Qualifications
1 31 (30.10%) Degree
2 27 (26.21%) PhD
3 2 (1.94%) PMI Certification
4 1 (0.97%) Postgraduate
Quality Assurance & Compliance
1 1 (0.97%) QA
System Software
1 1 (0.97%) Docker
Systems Management
1 1 (0.97%) Kubernetes
Vendors
1 4 (3.88%) SAP
1 4 (3.88%) Tableau
2 2 (1.94%) MicroStrategy
2 2 (1.94%) TIBCO
3 1 (0.97%) Atlassian
3 1 (0.97%) Twitter
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Salary: £60000.00 - £80000.00 per annum + benefits + bonus
Posted: Yesterday
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Salary: £50000 - £70000 per annum + Benefits
Posted: Yesterday
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Salary: £45000 - £65000 per annum + benefits
Posted: Yesterday
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Salary: 35000-45000 Per Annum + Benefits
Posted: 23 days ago